Abstract
The negative effects of roads on wildlife populations are a growing concern. Movement corridors and road-kill data are typically used to prioritize road segments for mitigation measures. Some research suggests that locations where animals move across roads following corridors coincide with locations where they are often killed by vehicles. Other research indicates that corridors and road-kill rarely occur in the same locations. We compared movement corridor and road mortality models as means of prioritizing road segments for mitigation for five species of felids in Brazil: tiger cats (Leopardus tigrinus and Leopardus guttulus were analyzed together), ocelot (Leopardus pardalis), jaguarundi (Herpailurus yagouaroundi), and puma (Puma concolor). We used occurrence data for each species and applied circuit theory to identify potential movement corridors crossed by roads. We used road-kill records for each species and applied maximum entropy to determine where mortality was most likely to occur on roads. Our findings suggest that movement corridors and high road mortality are not spatially associated. We suggest that differences in the behavioral state of the individuals in the species occurrence and road-kill data may explain these results. We recommend that the road segments for which the results from the two methods agree (~5300 km for all studied species combined at 95th percentile) should be high-priority candidates for mitigation together with road segments identified by at least one method in areas where felids occur in low population densities or are threatened by isolation effects.
Similar content being viewed by others
References
Abouelezz HG, Donovan TM, Mickey RM et al. (2018) Landscape composition mediates movement and habitat selection in bobcats (Lynx rufus): implications for conservation planning. Landsc Ecol 33:1301–1318. https://doi.org/10.1007/s10980-018-0654-8
Abra FD (2012) Monitoramento e avaliação das passagens inferiores de fauna presentes na rodovia SP-225 no município de Brotas, São Paulo (Unpublished master’s thesis). Universidade de São Paulo, São Paulo
Abrahms B, Sawyer SC, Jordan NR, McNutt JW, Wilson AM, Brashares SJ (2016) Does wildlife resource selection accurately inform corridor conservation? J Appl Ecol 54:412–422. https://doi.org/10.1111/1365-2664.12714
Alamgir M, Campbell MJ, Sloan S, Goosem M, Clements GR, Mahmoud MI, Laurance WF (2017) Economic, socio-political and environmental risks of road development in the tropics. Curr Biol 27:1130–1140. https://doi.org/10.1016/j.cub.2017.08.067
Almeida LB, Queirolo D, Beisiegel BM, Oliveira TG (2013) Avaliação do estado de conservação do Gato-mourisco Puma yagouaroundi (É. Geoffroy Saint-Hilaire, 1803) no Brasil. Biodivers Brasileira 3:99–106
Angelieri CCS, Adams-Hosking C, Ferraz KMPMB, Souza MP, McAlpine CA (2016) Using species distribution models to predict potential landscape restoration effects on puma conservation. PLoS ONE 11(1):e0145232. https://doi.org/10.1371/journal.pone.0145232
Ascensão F, Fahrig L, Clevenger AP, Corlett R, Jaeger JAG, Laurance WF, Pereira HM (2018) Environmental challenges for the belt and road initiative. Nat Sustain 1:206–209. https://doi.org/10.1038/s41893-018-0059-3
Bager A, Borghi CE, Secco H (2015) The influence of economics, politics, and environment on road ecology in South America. In: van der Ree R, Smith DJ, Grilo C (eds) Handbook of road ecology. John Wiley & Sons, Oxford, p 407–413
Barbosa P, Schumaker NH, Brandon KR, Bager A, Grilo C (2020) Simulating the consequences of roads for wildlife population dynamics. Landsc Urban Plan 193:103672. https://doi.org/10.1016/j.landurbplan.2019.103672
Barthelmess EL, Brooks MS (2010) The influence of body-size and diet on road-kill trends in mammals. Biodivers Conserv 19:1611–1629. https://doi.org/10.1007/s10531-010-9791-3
Behdarvand N, Kaboli M, Ahmadi M, Nourani E, Mahini AS, Aghbolaghi MA (2014) Spatial risk model and mitigation implications for wolf–human conflict in a highly modified agroecosystem in western Iran. Biol Conserv 177:156–164. https://doi.org/10.1016/j.biocon.2014.06.024
Bond ML, Bradley CM, Kiffner C, Morrison TA, Lee DE (2017) A multi-method approach to delineate and validate migratory corridors. Landsc Ecol 32:1705–1721. https://doi.org/10.1007/s10980-017-0537-4
Boria RA, Olsonb LE, Goodmanc SM, Anderson RP (2014) Spatial filtering to reduce sampling bias can improve the performance of ecological niche models. Ecol Model 275:73–77. https://doi.org/10.1016/j.ecolmodel.2013.12.012
Boyle S, Litzgus J, Lesbarrères D (2017) Comparison of road surveys and circuit theory to predict hotspot locations for implementing road-effect mitigation. Biodivers Conserv 26:3445–3463. https://doi.org/10.1007/s10531-017-1414-9
Brasil (2014) Portaria n°444 de 17 de dezembro de 2014. Diário Oficial União 121–126. http://www.icmbio.gov.br/portal/images/stories/docs-plano-de-acao/00-saiba-mais/04_-_PORTARIA_MMA_N%C2%BA_444_DE_17_DE_DEZ_DE_2014.pdf Accessed 15 Aug 2019
Brown JL (2014) SDMtoolbox: a python-based GIS toolkit for landscape genetic, biogeographic, and species distribution model analyses. Methods Ecol Evol 5:694–700. https://doi.org/10.1111/2041-210X.12200
Bueno C, Faustino MT, Freitas SR (2013) Influence of landscape characteristics on capybara road-kill on highway br-040, southeastern Brazil. Oecol Aust 17(2):130–137. https://doi.org/10.4257/oeco.2013.1702.11
Castilho CS, Hackbart VC, Pivello VR, Santos RF (2015) Evaluating landscape connectivity for Puma concolor and Panthera onca among Atlantic Forest protected areas. Environ Manag 55:1377–89. https://doi.org/10.1007/s00267-015-0463-7
Chetkiewicz CLB, Boyce MS (2009) Use of resource selection functions to identify conservation corridors. J Appl Ecol 46:1036–1047. https://doi.org/10.1111/j.1365-2664.2009.01686.x
Clevenger AP (2012) Mitigating continental scale bottlenecks: How small-scale highway mitigation has large-scale impacts. Ecol Restor 30(4):300–307. https://doi.org/10.3368/er.30.4.300
Clevenger AP, Chruszcz B, Gunson KE (2003) Spatial patterns and factors influencing small vertebrate fauna road-kill aggregations. Biol Conserv 109(1):15–26. https://doi.org/10.1016/S0006-3207(02)00127-1
Clevenger AP, Ford AT (2010) Wildlife crossing structures, fencing,and other highway design considerations. In: Beckmann JP, Clevenger AP, Huijser MP, Hilty JA (eds) Safe passages: highways, wildlife, and habitat connectivity. Island Press, Washington, DC, p 17–50
Clevenger AP, Huijser MP (2011) Wildlife crossing structure handbook, design and evaluation in North America. US Department of Transportation, Federal Highway Administration, Central Federal Lands Highway Division, Washington, DC
Clevenger AP, Waltho N (2000) Factors influencing the effectiveness of wildlife underpasses in Banff National Park, Alberta, Canada. Conserv Biol 14:47–56. https://doi.org/10.1046/j.1523-1739.2000.00099-085.x
Clevenger AP, Waltho N (2005) Performance indices to identify attributes of highway crossing structures facilitating movement of large mammals. Biol Conserv 121(3):453–464. https://doi.org/10.1016/j.biocon.2004.04.025
CNT (2014) Anuário CNT dos Transporte Estatísticas Consolidadas. Confederação Nacional do Transporte. http://anuariodotransporte.cnt.org.br/2018/Rodoviario/1-3-1-1-1-/Malha-rodovi%C3%A1ria-total Accessed 15 Aug 2019
Cohen J (1960) A coefficient of agreement for nominal scales. Educ Psychol Meas 20:37–46. https://doi.org/10.1177/001316446002000104
Colchero FD, Conde DA, Manterola C, Chávez C, Rivera A, Ceballos G (2011) Jaguars on the move: modeling movement to mitigate fragmentation from road expansion in the Mayan Forest. Anim Conserv 4:158–166. https://doi.org/10.1111/j.1469-1795.2010.00406.x
Cunha HF, Moreira FGA, Silva SS (2010) Roadkill of wild vertebrates along the GO-060 road between Goiânia and Iporá, Goiás State, Brazil. Acta Sci Biol Sci 32:257–263. https://doi.org/10.4025/actascibiolsci.v32i3.4752
de la Torre JÁ, Núñez JM, Medellín RA (2017) Habitat availability and connectivity for jaguars (Panthera onca) in the southern Mayan Forest: conservation priorities for a fragmented landscape. Biol Conserv 206:270–282. https://doi.org/10.1016/j.biocon.2016.11.034
Diniz MF, Machado RB, Bispo A, Brito D (2017) Identifying key sites for connecting jaguar populations in the Brazilian Atlantic Forest. Anim Conserv 21:201–210. https://doi.org/10.1111/acv.12367
Elith J, Graham CH, Anderson RP, Dudık M et al. (2006) Novel methods improve prediction of species’ distributions from occurrence data. Ecography 29:129–151. https://doi.org/10.1111/j.2006.0906-7590.04596.x
ESRI (2015) ArcGIS. Geographic Information System for Desktop, version 10.3.1. Redlands, CA: Environmental Systems Research Institute.
Evans JS, Oakleaf J, Cushman SA, Theobald D (2014) An ArcGIS toolbox for surface gradient and geomorphometric modeling, version 2.0-0. https://evansmurphy.wixsite.com/evansspatial/arcgis-gradient-metrics-toolbox. Accessed 15 Aug 2019
Fourcade Y, Engler JO, Rodder D, Secondi J (2014) Mapping species distributions with Maxent using a geographically biased sample of presence data: a performance assessment of methods for correcting sampling bias. PLoS ONE 9(5):e97122. https://doi.org/10.1371/journal.pone.0097122
Françoso RD, Brandão R, Nogueira CC, Salmona YB, Machado RB, Colli GR (2015) Habitat loss and the effectiveness of protected areas in the Cerrado Biodiversity Hotspot. Nat Conserv 13(1):35–40. https://doi.org/10.1016/j.ncon.2015.04.001
Freitas SR, Hawbaker TJ, Metzger JP (2010) Effects of roads, topography, and land use on forest cover dynamics in the Brazilian Atlantic Forest. Ecol Manag 259:410–417. https://doi.org/10.1016/j.foreco.2009.10.036
Garrote G, Fernández-Lopez J, López G, Ruiz G, Simón MA (2018) Prediction of Iberian lynx road–mortality in southern Spain: a new approach using the MaxEnt algorithm. Anim Biodivers Conserv 41(2):217–225. https://doi.org/10.32800/abc.2018.41.0217
Geofabrik (2015) OpenStreetMap-Shapefiles. http://download.geofabrik.de. Accessed 15 Aug 2019
Giordano AJ (2016) Ecology and status of the jaguarundi Puma yagouaroundi: a synthesis of existing knowledge. Mamm Rev 46:30–43. https://doi.org/10.1111/mam.12051
Girardet X, Conruyt-Rogeon G, Foltête JC (2015) Does regional landscape connectivity influence the location of roe deer roadkill hotspots? Eur J Wildl Res 61:731–742. https://doi.org/10.1007/s10344-015-0950-4
González-Gallina A, Hidalgo-Mihart MG, Castelazo-Calva V (2018) Conservation implications for jaguars and other neotropical mammals using highway underpasses. PLoS ONE 13(11):e0206614. https://doi.org/10.1371/journal.pone.0206614
Grilo C, Ascensão F, Santos-Reis M, Bissonette JÁ (2011) Do well-connected landscapes promote road-related mortality? Eur J Wildl Res 57:707–716. https://doi.org/10.1007/s10344-010-0478-6
Grilo C, Bissonette JA, Santos-Reis M (2009) Spatial-temporal patterns in Mediterranean carnivore road casualties: Consequences for mitigation. Biol Cons 142(2):301–313
Grilo C, Coimbra MR, Cerqueira RC, Barbosa P, Dornas RAP, Gonçalves LO et al. (2018) Brazil road-kill—a dataset of wildlife terrestrial vertebrate road-kills. Ecology 99:2625–2625. https://doi.org/10.1002/ecy.2464
Grilo C, Ferreira FZ, Revilla E (2015) No evidence of a threshold in traffic volume affecting road-kill mortality at a large spatio-temporal scale. Environ Impact Assess Rev 55:54–58
Gunson KE, Mountrakis G, Quackenbush LJ (2011) Spatial wildlife-vehicle collision models: a review of current work and its application to transportation mitigation projects. J Environ Manag 92(4):1074–1082. https://doi.org/10.1016/j.jenvman.2010.11.027
Habel JC, Rasche L, Schneider UA et al. (2019) Final countdown for biodiversity hotspots. Conserv Lett 111:1–9. https://doi.org/10.1111/conl.12668
Hegel CGZ, Consalter GC, Zanella N (2012) Mamíferos silvestres atropelados na rodovia RS-135, norte do Estado do Rio Grande do Sul. Biotemas 25:165–170. https://doi.org/10.5007/2175-7925.2012v25n2p165
Huijser MP, Mosler-Berger C, Olsson M, Strein M (2015) Wildlife warning signs and animal detection systems aimed at reducing wildlife-vehicle collisions. In: van der Ree R, Smith DJ, Grilo C (eds) Handbook of road ecology. John Wiley & Sons, Oxford, p 198–212
IBGE (2018) Estimativas da população residente no Brasil e Unidades da Federação com data de referência em 1º de julho de 2018. Instituto Brasileiro de Geografia e Estatística. ftp://ftp.ibge.gov.br/Estimativas_de_Populacao/Estimativas_2018. Accessed 15 Aug 2019
IUCN (2020) The IUCN Red List of Threatened Species. Version 2020-3. www.iucnredlist.org. Downloaded on 1 June 2020
Kang W, Minor ES, Woo D, Lee D, Park CR (2016) Forest mammal roadkills are related to habitat connectivity in protected areas. Biodivers Conserv 25:2673–2686. https://doi.org/10.1007/s10531-016-1194-7
Koen EL, Bowman J, Sadowski C, Walpole A (2014) Landscape connectivity for wildlife: development and validation of multispecies linkage maps. Methods Ecol Evol 5:626–633. https://doi.org/10.1111/2041-210X.12197
Kranstauber B, Cameron A, Weinzierl R, Fountain T, Tilak S, Wikelski M, Kays R (2011) The Movebank data model for animal tracking. Environ Model Softw 26(6):834–835. https://doi.org/10.1016/j.envsoft.2010.12.005
Laliberté J, St-Laurent M-H (2020) Validation of functional connectivity modeling: the Achille´s heel of landscape connectivity mapping. Landsc Urban Plan 202:103878. https://doi.org/10.1016/j.landurbplan.2020.103878
Laurance WF (2015) Bad roads, good roads. In: van der Ree R, Smith DJ, Grilo C (eds) Handbook of road ecology. John Wiley & Sons, Oxford, p 10–15
Laurance WF (2018) Conservation and the global infrastructure tsunami: disclose, debate, delay! Trends Ecol Evol 33:568–571. https://doi.org/10.1016/j.tree.2018.05.007
Laurance WF, Clements GR, Sloan S, O’Connell SC, Mueller ND, Goosem M, Van ter O, Edwards DP, Phalan B, Balmford A, Van der Ree R, Arrea IB (2014) A global strategy for road building. Nature 513:229–232. https://doi.org/10.1038/nature13717
Laurance WF, Goosem M, Laurance SG (2009) Impacts of roads and linear clearings on tropical forests. Trends Ecol Evol 24:659–669. https://doi.org/10.1016/j.tree.2009.06.009
Leonard PB, Duffy EB, Baldwin RF, McRae BH, Shah VB, Mohapatra TK (2017) Gflow: software for modelling circuit theory‐based connectivity at any scale. Methods Ecol Evol 8:519–526. https://doi.org/10.1111/2041-210X.12689
Massara RL, Paschoal AMDO, Doherty Jr PF, Hirsch A, Chiarello AG (2015) Ocelot population status in protected Brazilian Atlantic Forest. PLoS ONE 10(11):e0141333. https://doi.org/10.1371/journal.pone.0141333
McClure ML, Ament RJ (2014) Where people and wildlife intersect: prioritizing mitigation of road impacts on wildlife corridors. Bozeman. https://lccnetwork.org/resource/where-people-and-wildlife-intersect-prioritizing-mitigation-road-impacts-wildlife. Accessed 15 Aug 2019
McGuire TM, Morrall JF (2000) Strategic highway improvements to minimize environmental impacts within the Canadian Rocky Mountain national parks. Can J Civ Eng 27:523–32
McRae BH, Dickson BG, Keitt TH, Shah VB (2008) Using circuit theory to model connectivity in ecology, evolution, and conservation. Ecology 89:2712–2724. https://doi.org/10.1890/07-1861.1
McShane BB, Gal D, Gelman A, Robert C, Tackett JL (2019) Abandon statistical significance. Am Stat 73:235–245. https://doi.org/10.1080/00031305.2018.1527253
Mohammadi A, Almasieh K, Clevenger AP, Fatemizadeh F, Rezaei A, Jowkar H, Kaboli M (2018) Road expansion: a challenge to conservation of mammals, with particular emphasis on the endangered Asiatic cheetah in Iran. J Nat Conserv 43:8–18. https://doi.org/10.1016/j.jnc.2018.02.011
Oliveira TG, Lima BC, Fox-Rosales L, Pereira RS, Pontes-Araújo E, Sousa AL (2020) A refined population and conservation assessment of the elusive and endangered northern tiger cat (Leopardus tigrinus) in its key worldwide conservation area in Brazil. Glob Ecol Conserv 22:e00927. https://doi.org/10.1016/j.gecco.2020.e00927
Oliveira TG, Mazim FD, Fox-Rosales L, Peters FB, Marques RV, Lima BC, Marinho P, Meira LP, Pereira A, Silva DG, Favarini M, Soares JBG (2018) Assessing small cats abundance in Brazil: Camera Trapping Summary Report—2018. Instituto Pró-Carnívoros/Instituto Pampa. https://gatosdomatobrasil.wixsite.com/wildcatsbrazil/publications. Accessed 15 Aug 2019
Oliveira TG, Tortato MA, Silveira L, Kasper CB, Mazim FB, Lucherini M, Jácomo AN, Soares JBG, Marques RV, Sunquist ME (2010) Ocelot ecology and its effect on the small-felid guild in the lowland neotropics. In: Macdonald WD, Loveridge AJ (eds) Biology and conservation of the wild felids. Oxford University Press, New York, NY, p 559–580
Phillips SJ, Anderson RP, Schapire RE (2006) Maximum entropy modeling of species geographic distributions. Ecol Model 190:231–259. https://doi.org/10.1016/j.ecolmodel.2005.03.026
Phillips SJ, Dudík M (2008) Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation. Ecography 31:161–175. https://doi.org/10.1111/j.0906-7590.2008.5203.x
Pinto FAS, Clevenger AP, Grilo C (2019) Effects of roads on terrestrial vertebrate species in Latin America. Environ Impact Assess Rev 81:106337. https://doi.org/10.1016/j.eiar.2019.106337
Powell RA, Ziellinski WJ (1994) Fisher. In: Ruggiero LF, Aubry KB, Buskirk SW, Lyon LJ, Zielinski WJ (eds) The Scientific Basis for Conserving Forest Carnivores American Marten, Fisher, Lynx and Wolverine in the Western United States. General Technical Report RM 254. https://www.fs.usda.gov/treesearch/pubs/6421. Accessed 20 June 2020
Prugh LR, Hodges KE, Sinclair ARE, Brashares JS (2008) Effect of habitat area and isolation on fragmented animal populations. Proc Natl Acad Sci USA 105:20770–20775. https://doi.org/10.1073/pnas.0806080105
R Core Team (2018) R: a language and environment for statistical computing. https://www.R-project.org. Accessed 15 Aug 2019
Rabinowitz A, Zeller K (2010) A range-wide model of landscape connectivity and conservation for the jaguar, Panthera onca. Biol Conserv 143:939–945. https://doi.org/10.1016/j.biocon.2010.01.002
REED (2002) Animal behavior as a tool for conservation biology. In: Aguirre AA, Ostfeld RS, House CA, Tabor GM, Peral MC (eds) Conservation medicine: ecological health in practice. Oxford University Press, New York, p 145–163
Ribeiro MC, Metzger JP, Martensea AC, Ponzoni FJ, Hirota MM (2009) The Brazilian Atlantic Forest: how much is left, and how is the remaining forest distributed? Implications for conservation. Biol Conserv 142:1141–1153. https://doi.org/10.1016/j.biocon.2009.02.021
Roberts K, Sjölund A (2015) Incorporating biodiversity issues into road design: The road agency perspective. In: van der Ree R, Smith DJ, Grilo C (eds) Handbook of road ecology. John Wiley & Sons, Oxford, p 27–31
Rytwinski T, van der Ree R, Cunnington GM, Fahrig L, Findlay CS, Houlahan J, Jaeger JAG, Soanes K, van der Grift EA (2015) Experimental study designs to improve the evaluation of road mitigation measures for wildlife. J Environ Manag 154:48–64. https://doi.org/10.1016/j.jenvman.2015.01.048
Rytwinski T, Soanes K, Jaeger JAG, Fahrig L, Findlay CS, Houlahan J, van der Ree R, van der Grift EA (2016) How effective is road mitigation at reducing road-kill? A meta-analysis. PLoS ONE 11(11):e0166941. https://doi.org/10.1371/journal.pone.0166941
Santos SM, Lourenço R, Mira A, Beja P (2013) Relative effects of road risk, habitat suitability, and connectivity on wildlife roadkills: the case of tawny owls (Strix aluco). PLoS ONE 8(11):e79967. https://doi.org/10.1371/journal.pone.0079967
Schmidt GM, Lewison RL, Swarts HM (2020) Identifying landscape predictors of ocelot road mortality. Landsc Ecol 35:1651–1666. https://doi.org/10.1007/s10980-020-01042-4
Silva LG, Cherem J, Kasper C, Trigo T, Eizirik E (2014) Mapping wild cat roadkills in southern Brazil: an assessment of baseline data for species conservation. Cat News 61:04–07
Silva LG, Kawanishi K, Henschel P, Kittle A, Sanei A, Reebin A, Miquelle D, Stein AB, Watson A, Kekule LB, Machado RB, Eizirik E (2017) Mapping black panthers: Macroecological modeling of melanism in leopards (Panthera pardus). PLoS ONE 12(4):e0170378. https://doi.org/10.1371/journal.pone.0170378
Silveira L, Sollmann R, Jácomo ATA, Diniz-Filho JA, Torres N (2014) The potential for large-scale wildlife corridors between protected areas in Brazil using the jaguar as a model species. Landsc Ecol 29:1213–1223. https://doi.org/10.1007/s10980-014-0057-4
Souza JC, Cunha VP, Markwith SH (2014) Spatiotemporal variation in human-wildlife conflicts along highway BR-262 in the Brazilian Pantanal. Wetl Ecol Manag 23:227–239. https://doi.org/10.1007/s11273-014-9372-4
Srbek-Araujo AC, Mendes SL, Chiarello AG (2015) Jaguar (Panthera onca Linnaeus, 1758) roadkill in Brazilian Atlantic Forest and implications for species conservation. Braz J Biol 75:581–586. https://doi.org/10.1590/1519-6984.17613
Sunquist ME, Sunquist F (2002) Wild cats of the world. University of Chicago Press, Chicago
Teixeira FZ, Coelho IP, Esperandio IB, Oliveira NC, Peter FP, Dornelles SS, Delazeri NR, Tavares M, Martins MB, Kindel A (2013) Are road-kill hotspots coincident among different vertebrate groups? Oecol Aust 17:36–47. https://doi.org/10.4257/oeco.2013.1701.04
Teixeira FZ, Coelho IP, Lauxen M, Esperandio IB, Hartz SM, Kindel A (2016) The need to improve and integrate science and environmental licensing to mitigate wildlife mortality on roads in Brazil. Trop Conserv Sci 34–42. https://doi.org/10.1177/194008291600900104
Tewes ME, Hughes RW (2001) Ocelot management and conservation along transportation corridors in Southern Texas. ICOET 2001 Proceedings. https://escholarship.org/uc/item/6mc7x9mx#main. Accessed 15 Aug 2019
Trigo T, Schneider A, de Oliveira TD, Lehugeur LM, Silveira L, Freitas TR, Eizirik E (2013) Molecular data reveal complex hybridization and a cryptic species of neotropical wild cat. Curr Biol 23:1–6. https://doi.org/10.1016/j.cub.2013.10.046
van der Grift EA, Pouwels R (2006) Restoring habitat connectivity across transport corridors: Identifying high-priority locations for defragmentation with the use of an expert-based model. In: Davenport J, Davenport JL (eds) The ecology of transportation: managing mobility for the environment. Springer, Dordrecht, p 205–231
van der Ree R, Smith D, Grilo C (2015) Handbook of road ecology. John Wiley, New York, NY
Vilela T, Harb AM, Bruner A, Arruda VLS, Ribeiro V, Alencar AAC, Grandez AJE, Rojas A, Laina A, Botero R (2020) A better Amazon road network for people and the environment. Proc Natl Acad Sci USA 117(13):7095–7102. https://doi.org/10.1073/pnas.1910853117
Zanin M, Palomares F, Brito D (2015) What we (don’t) know about the effects of habitat loss and fragmentation on felids. Oryx 49:96–106. https://doi.org/10.1017/S0030605313001609
Zeller KA, McGarigal K, Beier P, Cushman SA, Vickers TW, Boyce VM (2014) Sensitivity of landscape resistance estimates based on point selection functions to scale and behavioral state: pumas as a case study. Landsc Ecol 29:541–557. https://doi.org/10.1007/s10980-014-9991-4
Zeller KA, McGarigal K, Whiteley AR (2012) Estimating landscape resistance to movement: a review. Landsc Ecol 27:777–797. https://doi.org/10.1007/s10980-012-9737-0
Zeller KA, Wattles DW, DeStefano S (2018) Incorporating road crossing data into vehicle collision risk models for moose (Alces americanus) in Massachusetts, USA. Environ Manag 62:518–528. https://doi.org/10.1007/s00267-018-1058-x
Zeller KA, Wattles DW, DeStefano S (2020) Evaluating methods for identifying large mammal road crossing locations: black bears as a case study. Landsc Ecol https://doi.org/10.1007/s10980-020-01057-x
Ziółkowska E, Perzanowski K, Bleyhl B, Ostapowicz K, Kuemmerle T (2016) Understanding unexpected reintroduction outcomes: why aren’t European bison colonizing suitable habitat in the Carpathians? Biol Conserv 195:106–117. https://doi.org/10.1016/j.biocon.2015.12.032
Zuur AF, Ieno EN, Walker N, Saveliev AA, Smith GM (2009) Mixed effects models and extensions in ecology with R. Springer, New York, NY
Acknowledgements
This study was part of the project “Road Macroecology: analysis tools to assess impacts on biodiversity and landscape structure” funded by Conselho Nacional de Desenvolvimento Científico e Tencnológico (CNPq)—No. 401171/2014-0, AJT No. 300021/2015-1. It was financed in part by the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior—Brasil (CAPES)—Finance Code 1666074; in part by CNPq (300021/2015-1 and dcr-0006-2.04/17) and Fundação de Amparo à Ciência e Tecnologia do Estado de Pernambuco (FACEPE, APQ 0313-2.04/16). Thanks to FCT/MCTES for the financial support to CESAM (UIDP/50017/2020 + UIDB/50017/2020), through national funds. We warmly thank collaborating researches for felids occurrence data in Centro Nacional de Pesquisa e Conservação de Mamíferos Carnívoros/Instituto Chico Mendes de Conservação da Biodiversidade (CENAP/ICMBio) database, especially R.G. Morato who organized the data and made it available. We also thank collaborating researches for help in improving modeling approaches during preliminary analysis (L. Bonjorne, C. Espinosa, R.V. Marques, R.G. Morato, S.S.M. Onuma, F. Palmeira, M. Passamani, B.H. Sanharoli, F. Tirelli).
Author information
Authors and Affiliations
Contributions
RCC: conceptualization, methodology, formal analysis, writing—original draft, writing—review and editing, visualization; PL: methodology, formal analysis, writing—review and editing; LGS: methodology, writing—review and editing; AB: writing—review and editing; APC: writing—review and editing, visualization; JAGJ: conceptualization, methodology, writing—original draft, writing—review and editing, visualization; CG: conceptualization, methodology, writing—original draft, writing—review and editing, visualization.
Corresponding author
Ethics declarations
Conflict of Interest
The authors declare that they have no conflict of interest.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Rights and permissions
About this article
Cite this article
Cerqueira, R.C., Leonard, P.B., da Silva, L.G. et al. Potential Movement Corridors and High Road-Kill Likelihood do not Spatially Coincide for Felids in Brazil: Implications for Road Mitigation. Environmental Management 67, 412–423 (2021). https://doi.org/10.1007/s00267-020-01411-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00267-020-01411-4